IBISWORLD

Author

Joseph H

1 Intoduction

Hello, I’m Joseph from Morocco.

Inspired by Hans Rosling’s TED Talk, I taught myself data scraping, analysis, and visualization.
This non-academic approach has given me a unique perspective, as reflected in my projects—though it also means I may require a thorough onboarding process to align with team standards.

I’m open to starting as an intern, either full-time or part-time. Regarding time zones, I’m in UTC+1, but I’m flexible and can adjust my schedule to accommodate the team’s needs.

Feel free to reach me at joseph.ergo@proton.me, and to visit my website for more projects josephelhaddad.github.io.

This custom report, generated from processing 1.4 TB of public data locally, aims to explore the workforce dynamics of a company—up to 2020.
Essentially, I am doing research on a company that does research.

2 About the project

The project came to life after realizing that web scraping doesn’t allow deep-level filtering—without consuming too much time.The irony is, this project itself took me about a month, but the final RDB contains more data than I could ever scrape.

The raw data was 1.4 TB in size and holds information previously scraped.
Processing was done on my local machine using Python, Polars, and DuckDB, following this workflow:
- Processed raw data into structured Parquet files using Polars.
- Transformed each Parquet file into mini RDBs using Polars.
- Merged all mini RDBs into one using DuckDB.
- Analyzed and filtered data to fit the current project.

Alt text

3 EDA

3.1 market research indestry’s yearly new recruit count

3.2 ibisworld’s workforce status over the years

4 Workforce sample

4.1 Agiimaa Kruchkin

Job title: Senior business analyst
Associated: True
Socials: https://linkedin.com/in/agiimaa-kruchkin-45950234 | https://linkedin.com/in/agiimaakruchkin

4.1.1 Agiimaa Kruchkin’s working period at ibisworld

4.1.2 Gantt plot of Agiimaa Kruchkin’s experience

4.2 Alex Metsatunyan

Job title: Business development manager at ibisword
Associated: True
Socials: https://linkedin.com/in/alex-metsatunyan-5911561b

4.2.1 Alex Metsatunyan’s working period at ibisworld

4.2.2 Gantt plot of Alex Metsatunyan’s experience

4.3 Alexandria Valenti

Job title: Lead editor
Associated: True
Socials: https://linkedin.com/in/alexandria-valenti-3a2375b2

4.3.1 Alexandria Valenti’s working period at ibisworld

4.3.2 Gantt plot of Alexandria Valenti’s experience

4.4 Allan Silberberg

Job title: Sales executive
Associated: True
Socials: https://linkedin.com/in/allan-silberberg-62047a74

4.4.1 Allan Silberberg’s working period at ibisworld

4.4.2 Gantt plot of Allan Silberberg’s experience

4.5 Amelia Leung

Job title: Client relationship manager
Associated: True
Socials: https://linkedin.com/in/amelia-leung-2246953b | https://facebook.com/ameeeeeelia

4.5.1 Amelia Leung’s working period at ibisworld

4.5.2 Gantt plot of Amelia Leung’s experience

4.6 Andrew Gilberti

Job title: Senior client relationship manager
Associated: True
Socials: https://linkedin.com/in/andrew-gilberti-48462b26 | https://linkedin.com/in/andrewgilberti

4.6.1 Andrew Gilberti’s working period at ibisworld

4.6.2 Gantt plot of Andrew Gilberti’s experience

4.7 Andy Brennan

Job title: Marketing director
Associated: True
Socials: https://linkedin.com/in/andy-brennan-b4355522 | https://linkedin.com/in/andybrennan23

4.7.1 Andy Brennan’s working period at ibisworld

4.7.2 Gantt plot of Andy Brennan’s experience

4.8 Arthur Butler

Job title: Business development manager
Associated: True
Socials: https://facebook.com/arthur.butler.9404 | https://linkedin.com/in/arthur-butler-329b8a34

4.8.1 Arthur Butler’s working period at ibisworld

4.8.2 Gantt plot of Arthur Butler’s experience

4.9 Asher Tan

Job title: Senior analyst - economic research
Associated: False
Socials: https://linkedin.com/in/asher-tan-372b7821 | https://linkedin.com/in/ashertan | https://meetup.com/members/10508003 | https://crunchbase.com/person/asher-tan | https://angel.co/asher-tan | https://twitter.com/ashertn

4.9.1 Asher Tan’s working period at ibisworld

4.9.2 Gantt plot of Asher Tan’s experience

4.10 Blake Rosenthal

Job title: Senior business development manager- procurement
Associated: True
Socials: https://linkedin.com/in/blake-kelly-rosenthal-8725312a

4.10.1 Blake Rosenthal’s working period at ibisworld

4.10.2 Gantt plot of Blake Rosenthal’s experience

4.11 Carmen Miriklis

Job title: Vice president of client services
Associated: True
Socials: https://linkedin.com/in/carmen-miriklis-70000423 | https://linkedin.com/in/carmenmiriklis

4.11.1 Carmen Miriklis’s working period at ibisworld

4.11.2 Gantt plot of Carmen Miriklis’s experience

4.12 Carrie Warren

Job title: Business development manager
Associated: True
Socials: https://linkedin.com/in/carrie-warren-99361453 | https://linkedin.com/in/carrie-warren

4.12.1 Carrie Warren’s working period at ibisworld

4.12.2 Gantt plot of Carrie Warren’s experience

4.13 Casey Ruel

Job title: Business development manager
Associated: True
Socials: https://linkedin.com/in/casey-ruel-043a547b

4.13.1 Casey Ruel’s working period at ibisworld

4.13.2 Gantt plot of Casey Ruel’s experience

4.14 Craig Glickman

Job title: Business development consultant
Associated: True
Socials: https://facebook.com/craig.glickman | https://linkedin.com/in/craig-glickman-31124616 | https://linkedin.com/in/craig-glickman-9b96438

4.14.1 Craig Glickman’s working period at ibisworld

4.14.2 Gantt plot of Craig Glickman’s experience

4.15 Denis Mikhailov

Job title: Business development manager
Associated: True
Socials: https://linkedin.com/in/denis-mikhailov-073babab

4.15.1 Denis Mikhailov’s working period at ibisworld

4.15.2 Gantt plot of Denis Mikhailov’s experience

4.16 Donte Crawford

Job title: Business development manager
Associated: True
Socials: https://linkedin.com/in/donte-crawford-789134107

4.16.1 Donte Crawford’s working period at ibisworld

4.16.2 Gantt plot of Donte Crawford’s experience

4.17 Edward Rivera

Job title: Industry analyst
Associated: True
Socials: https://linkedin.com/in/edward-rivera-100771a1

4.17.1 Edward Rivera’s working period at ibisworld

4.17.2 Gantt plot of Edward Rivera’s experience

4.18 Elizabeth Gabbay

Job title: Talent acquisition manager
Associated: True
Socials: https://linkedin.com/in/elizabeth-gabbay-92948a | https://twitter.com/egabbay

4.18.1 Elizabeth Gabbay’s working period at ibisworld

4.18.2 Gantt plot of Elizabeth Gabbay’s experience

4.19 Emily Wells

Job title: Client relationship manager 2
Associated: True
Socials: https://linkedin.com/in/emily-wells | https://linkedin.com/in/emily-wells-28433442 | https://facebook.com/emily.wells.75

4.19.1 Emily Wells’s working period at ibisworld

4.19.2 Gantt plot of Emily Wells’s experience

4.20 Henry Szamota

Job title: Business development executive
Associated: True
Socials: https://linkedin.com/in/szamotahenry | https://facebook.com/szamota | https://linkedin.com/in/henry-szamota-0814a447

4.20.1 Henry Szamota’s working period at ibisworld

4.20.2 Gantt plot of Henry Szamota’s experience

4.21 Hilary O’Brien

Job title: Head of content and marketing manager
Associated: True
Socials: https://facebook.com/hilaryaobrien | https://linkedin.com/in/hilaryobrien | https://linkedin.com/in/hilaryhollebon

4.21.1 Hilary O’Brien’s working period at ibisworld

4.21.2 Gantt plot of Hilary O’Brien’s experience

4.22 Ilana Mollick

Job title: Client relationship manager- level 2
Associated: False
Socials: https://linkedin.com/in/ilana-adler-55288a34 | https://linkedin.com/in/ilana-mollick-55288a34 | https://facebook.com/ilana.mollick

4.22.1 Ilana Mollick’s working period at ibisworld

4.22.2 Gantt plot of Ilana Mollick’s experience

4.23 James Fontana

Job title: Business development executive
Associated: True
Socials: https://facebook.com/james.fontana1 | https://linkedin.com/in/james-fontana-57164aa5 | https://linkedin.com/in/james-fontana

4.23.1 James Fontana’s working period at ibisworld

4.23.2 Gantt plot of James Fontana’s experience

4.24 James Mulvihill

Job title: Vice president of business development
Associated: True
Socials: https://linkedin.com/in/jamesmulvihill | https://facebook.com/james.mulvihill | https://linkedin.com/in/james-mulvihill-7791012 | https://youtube.com/user/uclzrldxjtqgnmjzn-lvqmoq

4.24.1 James Mulvihill’s working period at ibisworld

4.24.2 Gantt plot of James Mulvihill’s experience

4.25 Jason Falkowitz

Job title: Senior vice president - us
Associated: True
Socials: https://facebook.com/jfalkowitz | https://linkedin.com/in/jfalkowitz | https://twitter.com/jfalkowitz

4.25.1 Jason Falkowitz’s working period at ibisworld

4.25.2 Gantt plot of Jason Falkowitz’s experience

4.26 Joel Serra

Job title: Economist
Associated: False
Socials: https://linkedin.com/in/joelserrabevin | https://twitter.com/papaserrajr

4.26.1 Joel Serra’s working period at ibisworld

4.26.2 Gantt plot of Joel Serra’s experience

4.27 John Madigan

Job title: Lead industry research analyst
Associated: True
Socials: https://linkedin.com/in/john-madigan-90118a87 | https://linkedin.com/in/john-v-madigan-90118a87

4.27.1 John Madigan’s working period at ibisworld

4.27.2 Gantt plot of John Madigan’s experience

4.28 Jonathan Lugiano

Job title: Business development director
Associated: True
Socials: https://linkedin.com/in/jonathan-lugiano-ab83704 | https://linkedin.com/in/jlugiano

4.28.1 Jonathan Lugiano’s working period at ibisworld

4.28.2 Gantt plot of Jonathan Lugiano’s experience

4.29 Jordan Ho

Job title: Global human resources
Associated: True
Socials: https://linkedin.com/in/jordan-ho-229b8918 | https://linkedin.com/in/jordanrossho

4.29.1 Jordan Ho’s working period at ibisworld

4.29.2 Gantt plot of Jordan Ho’s experience

4.30 Jordy Velasquez

Job title: Senior client relationship manager
Associated: True
Socials: https://linkedin.com/in/jordyvelasquez | https://facebook.com/jordy.velasquez.39

4.30.1 Jordy Velasquez’s working period at ibisworld

4.30.2 Gantt plot of Jordy Velasquez’s experience

4.31 Joseph Mazur

Job title: Business development consultant
Associated: True
Socials: https://linkedin.com/in/joseph-mazur-8909b08 | https://facebook.com/joseph.mazur | https://linkedin.com/in/josephmazur

4.31.1 Joseph Mazur’s working period at ibisworld

4.31.2 Gantt plot of Joseph Mazur’s experience

4.32 Karen Caston

Job title: Consultant
Associated: True
Socials: https://linkedin.com/in/karen-caston-01426723

4.32.1 Karen Caston’s working period at ibisworld

4.32.2 Gantt plot of Karen Caston’s experience

4.33 Kate Osgood

Job title: Copyeditor
Associated: True
Socials: https://linkedin.com/in/kate-osgood-5b8686192

4.33.1 Kate Osgood’s working period at ibisworld

4.33.2 Gantt plot of Kate Osgood’s experience

4.34 Kelly Watkins

Job title: Business development manager at ibisworld
Associated: True
Socials: https://linkedin.com/in/kelly-watkins-25756a5 | https://facebook.com/kelly.p.watkins

4.34.1 Kelly Watkins’s working period at ibisworld

4.34.2 Gantt plot of Kelly Watkins’s experience

4.35 Kevin Walsh

Job title: Business development manager
Associated: True
Socials: https://linkedin.com/in/kevin-walsh-492a6344

4.35.1 Kevin Walsh’s working period at ibisworld

4.35.2 Gantt plot of Kevin Walsh’s experience

4.36 Lauren Hoermann

Job title: Client relationship manager - major accounts
Associated: True
Socials: https://facebook.com/laurenkhersh | https://linkedin.com/in/lauren-hoermann-59b9b29

4.36.1 Lauren Hoermann’s working period at ibisworld

4.36.2 Gantt plot of Lauren Hoermann’s experience

4.37 Liam Birt

Job title: Business development manager
Associated: False
Socials: https://linkedin.com/in/liambirt | https://twitter.com/liambirt | https://facebook.com/12330252

4.37.1 Liam Birt’s working period at ibisworld

4.37.2 Gantt plot of Liam Birt’s experience

4.38 Lucie Couillard

Job title: Senior industry research analyst
Associated: True
Socials: https://linkedin.com/in/lucie-couillard | https://linkedin.com/in/lucie-couillard-b2323963 | https://facebook.com/lucie.couillard.1

4.38.1 Lucie Couillard’s working period at ibisworld

4.38.2 Gantt plot of Lucie Couillard’s experience

4.39 Mark Sargent

Job title: Business development consultant
Associated: True
Socials: https://facebook.com/mark.sarge1 | https://linkedin.com/in/mark-sargent-86b89280

4.39.1 Mark Sargent’s working period at ibisworld

4.39.2 Gantt plot of Mark Sargent’s experience

4.40 Marvin Murdock

Job title: ****
Associated: True
Socials: https://vimeo.com/user/10286308 | https://youtube.com/user/pheonike | https://linkedin.com/in/mavinmurdock | https://twitter.com/marvinmurdock | https://facebook.com/marvinmurdock

4.40.1 Marvin Murdock’s working period at ibisworld

4.40.2 Gantt plot of Marvin Murdock’s experience

4.41 Niko Flores

Job title: Industry analyst
Associated: True
Socials: https://linkedin.com/in/niko-flores-67672b29

4.41.1 Niko Flores’s working period at ibisworld

4.41.2 Gantt plot of Niko Flores’s experience

4.42 Oscar Apolo

Job title: Business development manager
Associated: True
Socials: https://facebook.com/oscar.apolo.9 | https://linkedin.com/in/oscarapolo | https://linkedin.com/in/oscar-apolo-61a29167

4.42.1 Oscar Apolo’s working period at ibisworld

4.42.2 Gantt plot of Oscar Apolo’s experience

4.43 Ozgur Akbaba

Job title: Senior web developer, webmaster
Associated: True
Socials: https://twitter.com/ozgurakbaba | https://github.com/ozgurakbaba | https://linkedin.com/in/ozgurakbaba | https://linkedin.com/in/ozgur-akbaba-7a2b248 | https://facebook.com/ozgurakbaba

4.43.1 Ozgur Akbaba’s working period at ibisworld

4.43.2 Gantt plot of Ozgur Akbaba’s experience

4.44 Peter Connor

Job title: Manager, client services
Associated: True
Socials: https://linkedin.com/in/peter-connor-b5b26614 | https://twitter.com/petertconnor

4.44.1 Peter Connor’s working period at ibisworld

4.44.2 Gantt plot of Peter Connor’s experience

4.45 Rhoades Hughes

Job title: Business development manager
Associated: False
Socials: https://linkedin.com/in/rhoades-hughes-a84aa27

4.45.1 Rhoades Hughes’s working period at ibisworld

4.45.2 Gantt plot of Rhoades Hughes’s experience

4.46 Robby Andrews

Job title: Senior research analyst
Associated: False
Socials: https://twitter.com/robbyjames88 | https://github.com/rja02002 | https://klout.com/robbyjames88 | https://linkedin.com/in/robby-andrews-64669720 | https://linkedin.com/in/robert-andrews-64669720

4.46.1 Robby Andrews’s working period at ibisworld

4.46.2 Gantt plot of Robby Andrews’s experience

4.47 Ryan Scott

Job title: Business development executive
Associated: True
Socials: https://twitter.com/ryanscott27 | https://linkedin.com/in/ryan-scott-b7a5661 | https://linkedin.com/in/ryanscott27

4.47.1 Ryan Scott’s working period at ibisworld

4.47.2 Gantt plot of Ryan Scott’s experience

4.48 Sally Lerman

Job title: Industry research analyst
Associated: True
Socials: https://linkedin.com/in/sally-lerman-85724843

4.48.1 Sally Lerman’s working period at ibisworld

4.48.2 Gantt plot of Sally Lerman’s experience

4.49 Seantrell Smith

Job title: Client relationship manager
Associated: True
Socials: https://linkedin.com/in/seantrell-smith-7207183 | https://facebook.com/seantrell.smith.9 | https://linkedin.com/in/seantrell

4.49.1 Seantrell Smith’s working period at ibisworld

4.49.2 Gantt plot of Seantrell Smith’s experience

4.50 Sebastian Amaya

Job title: Senior business development executive
Associated: True
Socials: https://linkedin.com/in/sebastian-amaya-6483bb18 | https://twitter.com/sebdamaya3 | https://linkedin.com/in/sebdamaya3

4.50.1 Sebastian Amaya’s working period at ibisworld

4.50.2 Gantt plot of Sebastian Amaya’s experience

4.51 Shasa Kaczmarek

Job title: Senior business development manager
Associated: False
Socials: https://linkedin.com/in/shasa-kaczmarek

4.51.1 Shasa Kaczmarek’s working period at ibisworld

4.51.2 Gantt plot of Shasa Kaczmarek’s experience

4.52 Stephen Kane

Job title: Client relationship manager
Associated: True
Socials: https://facebook.com/stephen.kane1 | https://linkedin.com/in/stephen-kane-611a8691

4.52.1 Stephen Kane’s working period at ibisworld

4.52.2 Gantt plot of Stephen Kane’s experience

4.53 Steve Pedrick

Job title: Business development executive, canada
Associated: False
Socials: https://linkedin.com/in/stevepedrick

4.53.1 Steve Pedrick’s working period at ibisworld

4.53.2 Gantt plot of Steve Pedrick’s experience

4.54 Steven Scarola

Job title: Sales manager
Associated: True
Socials: https://linkedin.com/in/stevenscarola

4.54.1 Steven Scarola’s working period at ibisworld

4.54.2 Gantt plot of Steven Scarola’s experience

4.55 Timothy Madden

Job title: Business development executive with a demonstrated history of working in the market research industry
Associated: True
Socials: https://linkedin.com/in/timothy-madden-1274b9b3

4.55.1 Timothy Madden’s working period at ibisworld

4.55.2 Gantt plot of Timothy Madden’s experience

4.56 Tyler Allen

Job title: Media relations and marketing communications manager
Associated: False
Socials: https://linkedin.com/in/tyler-allen-6088b318 | https://tylerbballen.wordpress.com | https://twitter.com/asklistenlearn | https://linkedin.com/in/tylerbballen

4.56.1 Tyler Allen’s working period at ibisworld

4.56.2 Gantt plot of Tyler Allen’s experience

4.57 Tyler Branch

Job title: Senior client relationship manager
Associated: True
Socials: https://linkedin.com/in/tyler-branch-3083aa30

4.57.1 Tyler Branch’s working period at ibisworld

4.57.2 Gantt plot of Tyler Branch’s experience

4.58 Vanessa Susin

Job title: Recepcionista
Associated: True
Socials: https://linkedin.com/in/vanessa-susin-69207a61

4.58.1 Vanessa Susin’s working period at ibisworld

4.58.2 Gantt plot of Vanessa Susin’s experience

4.59 Vinesh Rajan

Job title: Business development manager
Associated: False
Socials: https://twitter.com/vinesh_rajan | https://linkedin.com/in/vinesh-rajan-04452010 | https://linkedin.com/in/vindz

4.59.1 Vinesh Rajan’s working period at ibisworld

4.59.2 Gantt plot of Vinesh Rajan’s experience

4.60 Vishal Bhardwaj

Job title: Research analyst
Associated: True
Socials: https://linkedin.com/in/vishal-bhardwaj-0bb6b264